Statistics: Why Intelligent Systems Must Admit Uncertainty
Executive Summary Most intelligent systems don’t fail because they lack data. They fail because they treat estimates as facts. Statistics exists to solve a…
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production systems
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From Good to Great: Regularization as Control, Not Optimization
Updated December 2025 to reflect modern agentic and autonomous systems Executive Summary Most machine learning systems don’t fail because they lack intelligence. They fail…